├── HydraLoRA ├── build_dataset.py ├── data │ └── example_data │ │ ├── test.json │ │ └── train.json ├── ds_zero3_offload.json ├── fine-tuning.py ├── fine-tuning.sh ├── fine-tuning_dp.sh ├── peft │ ├── __init__.py │ ├── import_utils.py │ ├── mapping.py │ ├── peft │ │ ├── __init__.py │ │ ├── mapping.py │ │ ├── peft_model.py │ │ ├── tuners │ │ │ ├── __init__.py │ │ │ ├── lora.py │ │ │ ├── p_tuning.py │ │ │ ├── prefix_tuning.py │ │ │ └── prompt_tuning.py │ │ └── utils │ │ │ ├── __init__.py │ │ │ ├── config.py │ │ │ ├── other.py │ │ │ └── save_and_load.py │ ├── peft_model.py │ ├── shared.py │ ├── tuners │ │ ├── __init__.py │ │ ├── __pycache__ │ │ │ ├── __init__.cpython-310.pyc │ │ │ ├── lora.cpython-310.pyc │ │ │ ├── lora.cpython-310.pyc.139831930933664 │ │ │ ├── lora.cpython-310.pyc.140023258402944 │ │ │ ├── lora.cpython-310.pyc.140104265109632 │ │ │ ├── lora.cpython-310.pyc.140108281172096 │ │ │ ├── lora.cpython-310.pyc.140160632344704 │ │ │ ├── lora.cpython-310.pyc.140480966316160 │ │ │ ├── lora.cpython-310.pyc.140577961184688 │ │ │ ├── lora_moe.cpython-310.pyc │ │ │ ├── p_tuning.cpython-310.pyc │ │ │ ├── prefix_tuning.cpython-310.pyc │ │ │ └── prompt_tuning.cpython-310.pyc │ │ ├── adalora.py │ │ ├── adaption_prompt.py │ │ ├── lora.py │ │ ├── mmoelora.py │ │ ├── mmoeloraS.py │ │ ├── p_tuning.py │ │ ├── prefix_tuning.py │ │ └── prompt_tuning.py │ └── utils │ │ ├── __init__.py │ │ ├── __pycache__ │ │ ├── __init__.cpython-310.pyc │ │ ├── adapters_utils.cpython-310.pyc │ │ ├── config.cpython-310.pyc │ │ ├── other.cpython-310.pyc │ │ └── save_and_load.cpython-310.pyc │ │ ├── adapters_utils.py │ │ ├── config.py │ │ ├── other.py │ │ └── save_and_load.py └── transformers │ ├── __init__.py │ ├── __pycache__ │ ├── __init__.cpython-310.pyc │ ├── activations.cpython-310.pyc │ ├── configuration_utils.cpython-310.pyc │ ├── convert_slow_tokenizer.cpython-310.pyc │ ├── debug_utils.cpython-310.pyc │ ├── deepspeed.cpython-310.pyc │ ├── dependency_versions_check.cpython-310.pyc │ ├── dependency_versions_table.cpython-310.pyc │ ├── dynamic_module_utils.cpython-310.pyc │ ├── feature_extraction_utils.cpython-310.pyc │ ├── file_utils.cpython-310.pyc │ ├── hf_argparser.cpython-310.pyc │ ├── image_processing_utils.cpython-310.pyc │ ├── image_utils.cpython-310.pyc │ ├── integrations.cpython-310.pyc │ ├── modelcard.cpython-310.pyc │ ├── modeling_outputs.cpython-310.pyc │ ├── modeling_utils.cpython-310.pyc │ ├── optimization.cpython-310.pyc │ ├── pytorch_utils.cpython-310.pyc │ ├── tokenization_utils.cpython-310.pyc │ ├── tokenization_utils_base.cpython-310.pyc │ ├── tokenization_utils_fast.cpython-310.pyc │ ├── trainer.cpython-310.pyc │ ├── trainer_callback.cpython-310.pyc │ ├── trainer_pt_utils.cpython-310.pyc │ ├── trainer_utils.cpython-310.pyc │ └── training_args.cpython-310.pyc │ ├── activations.py │ ├── activations_tf.py │ ├── audio_utils.py │ ├── benchmark │ ├── __init__.py │ ├── benchmark.py │ ├── benchmark_args.py │ ├── benchmark_args_tf.py │ ├── benchmark_args_utils.py │ ├── benchmark_tf.py │ └── benchmark_utils.py │ ├── commands │ ├── __init__.py │ ├── add_new_model.py │ ├── add_new_model_like.py │ ├── convert.py │ ├── download.py │ ├── env.py │ ├── lfs.py │ ├── pt_to_tf.py │ ├── run.py │ ├── serving.py │ ├── train.py │ ├── transformers_cli.py │ └── user.py │ ├── configuration_utils.py │ ├── convert_graph_to_onnx.py │ ├── convert_pytorch_checkpoint_to_tf2.py │ ├── convert_slow_tokenizer.py │ ├── convert_slow_tokenizers_checkpoints_to_fast.py │ ├── convert_tf_hub_seq_to_seq_bert_to_pytorch.py │ ├── data │ ├── __init__.py │ ├── __pycache__ │ │ ├── __init__.cpython-310.pyc │ │ └── data_collator.cpython-310.pyc │ ├── data_collator.py │ ├── datasets │ │ ├── __init__.py │ │ ├── glue.py │ │ ├── language_modeling.py │ │ └── squad.py │ ├── metrics │ │ ├── __init__.py │ │ ├── __pycache__ │ │ │ └── __init__.cpython-310.pyc │ │ └── squad_metrics.py │ └── processors │ │ ├── __init__.py │ │ ├── __pycache__ │ │ ├── __init__.cpython-310.pyc │ │ ├── glue.cpython-310.pyc │ │ ├── squad.cpython-310.pyc │ │ ├── utils.cpython-310.pyc │ │ └── xnli.cpython-310.pyc │ │ ├── glue.py │ │ ├── squad.py │ │ ├── utils.py │ │ └── xnli.py │ ├── debug_utils.py │ ├── deepspeed.py │ ├── dependency_versions_check.py │ ├── dependency_versions_table.py │ ├── dynamic_module_utils.py │ ├── feature_extraction_sequence_utils.py │ ├── feature_extraction_utils.py │ ├── file_utils.py │ ├── generation │ ├── __init__.py │ ├── __pycache__ │ │ ├── __init__.cpython-310.pyc │ │ ├── beam_constraints.cpython-310.pyc │ │ ├── beam_search.cpython-310.pyc │ │ ├── configuration_utils.cpython-310.pyc │ │ ├── logits_process.cpython-310.pyc │ │ ├── stopping_criteria.cpython-310.pyc │ │ └── utils.cpython-310.pyc │ ├── beam_constraints.py │ ├── beam_search.py │ ├── configuration_utils.py │ ├── flax_logits_process.py │ ├── flax_utils.py │ ├── logits_process.py │ ├── stopping_criteria.py │ ├── streamers.py │ ├── tf_logits_process.py │ ├── tf_utils.py │ └── utils.py │ ├── generation_flax_utils.py │ ├── generation_tf_utils.py │ ├── generation_utils.py │ ├── hf_argparser.py │ ├── image_processing_utils.py │ ├── image_transforms.py │ ├── image_utils.py │ ├── integrations.py │ ├── keras_callbacks.py │ ├── kernels │ ├── deformable_detr │ │ ├── cpu │ │ │ ├── ms_deform_attn_cpu.cpp │ │ │ └── ms_deform_attn_cpu.h │ │ ├── cuda │ │ │ ├── ms_deform_attn_cuda.cu │ │ │ ├── ms_deform_attn_cuda.cuh │ │ │ ├── ms_deform_attn_cuda.h │ │ │ └── ms_deform_im2col_cuda.cuh │ │ ├── ms_deform_attn.h │ │ └── vision.cpp │ ├── rwkv │ │ ├── wkv_cuda.cu │ │ ├── wkv_cuda_bf16.cu │ │ └── wkv_op.cpp │ └── yoso │ │ ├── common.h │ │ ├── common_cuda.h │ │ ├── common_cuda_device.h │ │ ├── fast_lsh_cumulation.cu │ │ ├── fast_lsh_cumulation.h │ │ ├── fast_lsh_cumulation_cuda.cu │ │ ├── fast_lsh_cumulation_cuda.h │ │ └── fast_lsh_cumulation_torch.cpp │ ├── modelcard.py │ ├── modeling_flax_outputs.py │ ├── modeling_flax_pytorch_utils.py │ ├── modeling_flax_utils.py │ ├── modeling_outputs.py │ ├── modeling_tf_outputs.py │ ├── modeling_tf_pytorch_utils.py │ ├── modeling_tf_utils.py │ ├── modeling_utils.py │ ├── models │ ├── __init__.py │ ├── __pycache__ │ │ └── __init__.cpython-310.pyc │ ├── albert │ │ ├── __init__.py │ │ ├── __pycache__ │ │ │ └── __init__.cpython-310.pyc │ │ ├── configuration_albert.py │ │ ├── convert_albert_original_tf_checkpoint_to_pytorch.py │ │ ├── modeling_albert.py │ │ ├── modeling_flax_albert.py │ │ ├── modeling_tf_albert.py │ │ ├── tokenization_albert.py │ │ └── tokenization_albert_fast.py │ ├── align │ │ ├── __init__.py │ │ ├── __pycache__ │ │ │ └── __init__.cpython-310.pyc │ │ ├── configuration_align.py │ │ ├── convert_align_tf_to_hf.py │ │ ├── modeling_align.py │ │ └── processing_align.py │ ├── altclip │ │ ├── __init__.py │ │ ├── __pycache__ │ │ │ └── __init__.cpython-310.pyc │ │ ├── configuration_altclip.py │ │ ├── modeling_altclip.py │ │ └── processing_altclip.py │ ├── audio_spectrogram_transformer │ │ ├── __init__.py │ │ ├── __pycache__ │ │ │ └── __init__.cpython-310.pyc │ │ ├── configuration_audio_spectrogram_transformer.py │ │ ├── convert_audio_spectrogram_transformer_original_to_pytorch.py │ │ ├── feature_extraction_audio_spectrogram_transformer.py │ │ └── modeling_audio_spectrogram_transformer.py │ ├── auto │ │ ├── __init__.py │ │ ├── __pycache__ │ │ │ ├── __init__.cpython-310.pyc │ │ │ ├── auto_factory.cpython-310.pyc │ │ │ ├── configuration_auto.cpython-310.pyc │ │ │ ├── feature_extraction_auto.cpython-310.pyc │ │ │ ├── image_processing_auto.cpython-310.pyc │ │ │ ├── modeling_auto.cpython-310.pyc │ │ │ └── tokenization_auto.cpython-310.pyc │ │ ├── auto_factory.py │ │ ├── configuration_auto.py │ │ ├── feature_extraction_auto.py │ │ ├── image_processing_auto.py │ │ ├── modeling_auto.py │ │ ├── modeling_flax_auto.py │ │ ├── modeling_tf_auto.py │ │ ├── processing_auto.py │ │ └── tokenization_auto.py │ ├── autoformer │ │ ├── __init__.py │ │ ├── __pycache__ │ │ │ └── __init__.cpython-310.pyc │ │ ├── configuration_autoformer.py │ │ └── modeling_autoformer.py │ ├── bart │ │ ├── __init__.py │ │ ├── __pycache__ │ │ │ ├── __init__.cpython-310.pyc │ │ │ └── configuration_bart.cpython-310.pyc │ │ ├── configuration_bart.py │ │ ├── convert_bart_original_pytorch_checkpoint_to_pytorch.py │ │ ├── modeling_bart.py │ │ ├── modeling_flax_bart.py │ │ ├── modeling_tf_bart.py │ │ ├── tokenization_bart.py │ │ └── tokenization_bart_fast.py │ ├── barthez │ │ ├── __init__.py │ │ ├── __pycache__ │ │ │ └── __init__.cpython-310.pyc │ │ ├── tokenization_barthez.py │ │ └── tokenization_barthez_fast.py │ ├── bartpho │ │ ├── __init__.py │ │ ├── __pycache__ │ │ │ └── __init__.cpython-310.pyc │ │ └── tokenization_bartpho.py │ ├── beit │ │ ├── __init__.py │ │ ├── __pycache__ │ │ │ └── __init__.cpython-310.pyc │ │ ├── configuration_beit.py │ │ ├── convert_beit_unilm_to_pytorch.py │ │ ├── feature_extraction_beit.py │ │ ├── image_processing_beit.py │ │ ├── modeling_beit.py │ │ └── modeling_flax_beit.py │ ├── bert │ │ ├── __init__.py │ │ ├── __pycache__ │ │ │ ├── __init__.cpython-310.pyc │ │ │ ├── configuration_bert.cpython-310.pyc │ │ │ ├── tokenization_bert.cpython-310.pyc │ │ │ └── tokenization_bert_fast.cpython-310.pyc │ │ ├── configuration_bert.py │ │ ├── convert_bert_original_tf2_checkpoint_to_pytorch.py │ │ ├── convert_bert_original_tf_checkpoint_to_pytorch.py │ │ ├── convert_bert_pytorch_checkpoint_to_original_tf.py │ │ ├── convert_bert_token_dropping_original_tf2_checkpoint_to_pytorch.py │ │ ├── modeling_bert.py │ │ ├── modeling_flax_bert.py │ │ ├── modeling_tf_bert.py │ │ ├── tokenization_bert.py │ │ ├── tokenization_bert_fast.py │ │ └── tokenization_bert_tf.py │ ├── bert_generation │ │ ├── __init__.py │ │ ├── __pycache__ │ │ │ ├── __init__.cpython-310.pyc │ │ │ └── configuration_bert_generation.cpython-310.pyc │ │ ├── configuration_bert_generation.py │ │ ├── modeling_bert_generation.py │ │ └── tokenization_bert_generation.py │ ├── bert_japanese │ │ ├── __init__.py │ │ ├── __pycache__ │ │ │ └── __init__.cpython-310.pyc │ │ └── tokenization_bert_japanese.py │ ├── bertweet │ │ ├── __init__.py │ │ ├── __pycache__ │ │ │ └── __init__.cpython-310.pyc │ │ └── tokenization_bertweet.py │ ├── big_bird │ │ ├── __init__.py │ │ ├── __pycache__ │ │ │ ├── __init__.cpython-310.pyc │ │ │ └── configuration_big_bird.cpython-310.pyc │ │ ├── configuration_big_bird.py │ │ ├── convert_bigbird_original_tf_checkpoint_to_pytorch.py │ │ ├── modeling_big_bird.py │ │ ├── modeling_flax_big_bird.py │ │ ├── tokenization_big_bird.py │ │ └── tokenization_big_bird_fast.py │ ├── bigbird_pegasus │ │ ├── __init__.py │ │ ├── __pycache__ │ │ │ ├── __init__.cpython-310.pyc │ │ │ ├── __init__.cpython-310.pyc.139649868111120 │ │ │ ├── __init__.cpython-310.pyc.140527828589840 │ │ │ ├── __init__.cpython-310.pyc.140580870610192 │ │ │ └── configuration_bigbird_pegasus.cpython-310.pyc │ │ ├── configuration_bigbird_pegasus.py │ │ ├── convert_bigbird_pegasus_tf_to_pytorch.py │ │ └── modeling_bigbird_pegasus.py │ ├── biogpt │ │ ├── __init__.py │ │ ├── __pycache__ │ │ │ ├── __init__.cpython-310.pyc │ │ │ └── configuration_biogpt.cpython-310.pyc │ │ ├── configuration_biogpt.py │ │ ├── convert_biogpt_original_pytorch_checkpoint_to_pytorch.py │ │ ├── modeling_biogpt.py │ │ └── tokenization_biogpt.py │ ├── bit │ │ ├── __init__.py │ │ ├── __pycache__ │ │ │ └── __init__.cpython-310.pyc │ │ ├── configuration_bit.py │ │ ├── convert_bit_to_pytorch.py │ │ ├── image_processing_bit.py │ │ └── modeling_bit.py │ ├── blenderbot │ │ ├── __init__.py │ │ ├── __pycache__ │ │ │ ├── __init__.cpython-310.pyc │ │ │ └── configuration_blenderbot.cpython-310.pyc │ │ ├── configuration_blenderbot.py │ │ ├── convert_blenderbot_original_pytorch_checkpoint_to_pytorch.py │ │ ├── modeling_blenderbot.py │ │ ├── modeling_flax_blenderbot.py │ │ ├── modeling_tf_blenderbot.py │ │ ├── tokenization_blenderbot.py │ │ └── tokenization_blenderbot_fast.py │ ├── blenderbot_small │ │ ├── __init__.py │ │ ├── __pycache__ │ │ │ ├── __init__.cpython-310.pyc │ │ │ └── configuration_blenderbot_small.cpython-310.pyc │ │ ├── configuration_blenderbot_small.py │ │ ├── modeling_blenderbot_small.py │ │ ├── modeling_flax_blenderbot_small.py │ │ ├── modeling_tf_blenderbot_small.py │ │ ├── tokenization_blenderbot_small.py │ │ └── tokenization_blenderbot_small_fast.py │ ├── blip │ │ ├── __init__.py │ │ ├── __pycache__ │ │ │ └── __init__.cpython-310.pyc │ │ ├── configuration_blip.py │ │ ├── convert_blip_original_pytorch_to_hf.py │ │ ├── image_processing_blip.py │ │ ├── modeling_blip.py │ │ ├── modeling_blip_text.py │ │ ├── modeling_tf_blip.py │ │ ├── modeling_tf_blip_text.py │ │ └── processing_blip.py │ ├── blip_2 │ │ ├── __init__.py │ │ ├── __pycache__ │ │ │ └── __init__.cpython-310.pyc │ │ ├── configuration_blip_2.py │ │ ├── convert_blip_2_original_to_pytorch.py │ │ ├── modeling_blip_2.py │ │ └── processing_blip_2.py │ ├── bloom │ │ ├── __init__.py │ │ ├── __pycache__ │ │ │ ├── __init__.cpython-310.pyc │ │ │ └── configuration_bloom.cpython-310.pyc │ │ ├── configuration_bloom.py │ │ ├── convert_bloom_original_checkpoint_to_pytorch.py │ │ ├── modeling_bloom.py │ │ └── tokenization_bloom_fast.py │ ├── bort │ │ ├── __init__.py │ │ ├── __pycache__ │ │ │ └── __init__.cpython-310.pyc │ │ └── convert_bort_original_gluonnlp_checkpoint_to_pytorch.py │ ├── bridgetower │ │ ├── __init__.py │ │ ├── __pycache__ │ │ │ └── __init__.cpython-310.pyc │ │ ├── configuration_bridgetower.py │ │ ├── image_processing_bridgetower.py │ │ ├── modeling_bridgetower.py │ │ └── processing_bridgetower.py │ ├── byt5 │ │ ├── __init__.py │ │ ├── __pycache__ │ │ │ └── __init__.cpython-310.pyc │ │ ├── convert_byt5_original_tf_checkpoint_to_pytorch.py │ │ └── tokenization_byt5.py │ ├── camembert │ │ ├── __init__.py │ │ ├── __pycache__ │ │ │ ├── __init__.cpython-310.pyc │ │ │ └── configuration_camembert.cpython-310.pyc │ │ ├── configuration_camembert.py │ │ ├── modeling_camembert.py │ │ ├── modeling_tf_camembert.py │ │ ├── tokenization_camembert.py │ │ └── tokenization_camembert_fast.py │ ├── canine │ │ ├── __init__.py │ │ ├── __pycache__ │ │ │ └── __init__.cpython-310.pyc │ │ ├── configuration_canine.py │ │ ├── convert_canine_original_tf_checkpoint_to_pytorch.py │ │ ├── modeling_canine.py │ │ └── tokenization_canine.py │ ├── chinese_clip │ │ ├── __init__.py │ │ ├── __pycache__ │ │ │ └── __init__.cpython-310.pyc │ │ ├── configuration_chinese_clip.py │ │ ├── convert_chinese_clip_original_pytorch_to_hf.py │ │ ├── feature_extraction_chinese_clip.py │ │ ├── image_processing_chinese_clip.py │ │ ├── modeling_chinese_clip.py │ │ └── processing_chinese_clip.py │ ├── clap │ │ ├── __init__.py │ │ ├── __pycache__ │ │ │ └── __init__.cpython-310.pyc │ │ ├── configuration_clap.py │ │ ├── convert_clap_original_pytorch_to_hf.py │ │ ├── feature_extraction_clap.py │ │ ├── modeling_clap.py │ │ └── processing_clap.py │ ├── clip │ │ ├── __init__.py │ │ ├── __pycache__ │ │ │ └── __init__.cpython-310.pyc │ │ ├── configuration_clip.py │ │ ├── convert_clip_original_pytorch_to_hf.py │ │ ├── feature_extraction_clip.py │ │ ├── image_processing_clip.py │ │ ├── modeling_clip.py │ │ ├── modeling_flax_clip.py │ │ ├── modeling_tf_clip.py │ │ ├── processing_clip.py │ │ ├── tokenization_clip.py │ │ └── tokenization_clip_fast.py │ ├── clipseg │ │ ├── __init__.py │ │ ├── __pycache__ │ │ │ └── __init__.cpython-310.pyc │ │ ├── configuration_clipseg.py │ │ ├── convert_clipseg_original_pytorch_to_hf.py │ │ ├── modeling_clipseg.py │ │ └── processing_clipseg.py │ ├── codegen │ │ ├── __init__.py │ │ ├── __pycache__ │ │ │ ├── __init__.cpython-310.pyc │ │ │ └── configuration_codegen.cpython-310.pyc │ │ ├── configuration_codegen.py │ │ ├── modeling_codegen.py │ │ ├── tokenization_codegen.py │ │ └── tokenization_codegen_fast.py │ ├── conditional_detr │ │ ├── __init__.py │ │ ├── __pycache__ │ │ │ └── __init__.cpython-310.pyc │ │ ├── configuration_conditional_detr.py │ │ ├── convert_conditional_detr_original_pytorch_checkpoint_to_pytorch.py │ │ ├── feature_extraction_conditional_detr.py │ │ ├── image_processing_conditional_detr.py │ │ └── modeling_conditional_detr.py │ ├── convbert │ │ ├── __init__.py │ │ ├── __pycache__ │ │ │ └── __init__.cpython-310.pyc │ │ ├── configuration_convbert.py │ │ ├── convert_convbert_original_tf1_checkpoint_to_pytorch_and_tf2.py │ │ ├── modeling_convbert.py │ │ ├── modeling_tf_convbert.py │ │ ├── tokenization_convbert.py │ │ └── tokenization_convbert_fast.py │ ├── convnext │ │ ├── __init__.py │ │ ├── __pycache__ │ │ │ └── __init__.cpython-310.pyc │ │ ├── configuration_convnext.py │ │ ├── convert_convnext_to_pytorch.py │ │ ├── feature_extraction_convnext.py │ │ ├── image_processing_convnext.py │ │ ├── modeling_convnext.py │ │ └── modeling_tf_convnext.py │ ├── convnextv2 │ │ ├── __init__.py │ │ ├── __pycache__ │ │ │ └── __init__.cpython-310.pyc │ │ ├── configuration_convnextv2.py │ │ ├── convert_convnextv2_to_pytorch.py │ │ └── modeling_convnextv2.py │ ├── cpm │ │ ├── __init__.py │ │ ├── __pycache__ │ │ │ └── __init__.cpython-310.pyc │ │ ├── tokenization_cpm.py │ │ └── tokenization_cpm_fast.py │ ├── cpmant │ │ ├── __init__.py │ │ ├── __pycache__ │ │ │ ├── __init__.cpython-310.pyc │ │ │ └── configuration_cpmant.cpython-310.pyc │ │ ├── configuration_cpmant.py │ │ ├── modeling_cpmant.py │ │ └── tokenization_cpmant.py │ ├── ctrl │ │ ├── __init__.py │ │ ├── __pycache__ │ │ │ ├── __init__.cpython-310.pyc │ │ │ └── configuration_ctrl.cpython-310.pyc │ │ ├── configuration_ctrl.py │ │ ├── modeling_ctrl.py │ │ ├── modeling_tf_ctrl.py │ │ └── tokenization_ctrl.py │ ├── cvt │ │ ├── __init__.py │ │ ├── __pycache__ │ │ │ └── __init__.cpython-310.pyc │ │ ├── configuration_cvt.py │ │ ├── convert_cvt_original_pytorch_checkpoint_to_pytorch.py │ │ ├── modeling_cvt.py │ │ └── modeling_tf_cvt.py │ ├── data2vec │ │ ├── __init__.py │ │ ├── __pycache__ │ │ │ ├── __init__.cpython-310.pyc │ │ │ └── configuration_data2vec_text.cpython-310.pyc │ │ ├── configuration_data2vec_audio.py │ │ ├── configuration_data2vec_text.py │ │ ├── configuration_data2vec_vision.py │ │ ├── convert_data2vec_audio_original_pytorch_checkpoint_to_pytorch.py │ │ ├── convert_data2vec_text_original_pytorch_checkpoint_to_pytorch.py │ │ ├── convert_data2vec_vision_original_pytorch_checkpoint_to_pytorch.py │ │ ├── modeling_data2vec_audio.py │ │ ├── modeling_data2vec_text.py │ │ ├── modeling_data2vec_vision.py │ │ └── modeling_tf_data2vec_vision.py │ ├── deberta │ │ ├── __init__.py │ │ ├── __pycache__ │ │ │ └── __init__.cpython-310.pyc │ │ ├── configuration_deberta.py │ │ ├── modeling_deberta.py │ │ ├── modeling_tf_deberta.py │ │ ├── tokenization_deberta.py │ │ └── tokenization_deberta_fast.py │ ├── deberta_v2 │ │ ├── __init__.py │ │ ├── __pycache__ │ │ │ └── __init__.cpython-310.pyc │ │ ├── configuration_deberta_v2.py │ │ ├── modeling_deberta_v2.py │ │ ├── modeling_tf_deberta_v2.py │ │ ├── tokenization_deberta_v2.py │ │ └── tokenization_deberta_v2_fast.py │ ├── decision_transformer │ │ ├── __init__.py │ │ ├── __pycache__ │ │ │ └── __init__.cpython-310.pyc │ │ ├── configuration_decision_transformer.py │ │ └── modeling_decision_transformer.py │ ├── deformable_detr │ │ ├── __init__.py │ │ ├── __pycache__ │ │ │ └── __init__.cpython-310.pyc │ │ ├── configuration_deformable_detr.py │ │ ├── convert_deformable_detr_to_pytorch.py │ │ ├── feature_extraction_deformable_detr.py │ │ ├── image_processing_deformable_detr.py │ │ ├── load_custom.py │ │ └── modeling_deformable_detr.py │ ├── deit │ │ ├── __init__.py │ │ ├── __pycache__ │ │ │ └── __init__.cpython-310.pyc │ │ ├── configuration_deit.py │ │ ├── convert_deit_timm_to_pytorch.py │ │ ├── feature_extraction_deit.py │ │ ├── image_processing_deit.py │ │ ├── modeling_deit.py │ │ └── modeling_tf_deit.py │ ├── deta │ │ ├── __init__.py │ │ ├── __pycache__ │ │ │ └── __init__.cpython-310.pyc │ │ ├── configuration_deta.py │ │ ├── convert_deta_resnet_to_pytorch.py │ │ ├── convert_deta_swin_to_pytorch.py │ │ ├── image_processing_deta.py │ │ └── modeling_deta.py │ ├── detr │ │ ├── __init__.py │ │ ├── __pycache__ │ │ │ └── __init__.cpython-310.pyc │ │ ├── configuration_detr.py │ │ ├── convert_detr_original_pytorch_checkpoint_to_pytorch.py │ │ ├── convert_detr_to_pytorch.py │ │ ├── feature_extraction_detr.py │ │ ├── image_processing_detr.py │ │ └── modeling_detr.py │ ├── dialogpt │ │ ├── __init__.py │ │ ├── __pycache__ │ │ │ └── __init__.cpython-310.pyc │ │ └── convert_dialogpt_original_pytorch_checkpoint_to_pytorch.py │ ├── dinat │ │ ├── __init__.py │ │ ├── __pycache__ │ │ │ └── __init__.cpython-310.pyc │ │ ├── configuration_dinat.py │ │ └── modeling_dinat.py │ ├── distilbert │ │ ├── __init__.py │ │ ├── __pycache__ │ │ │ └── __init__.cpython-310.pyc │ │ ├── configuration_distilbert.py │ │ ├── modeling_distilbert.py │ │ ├── modeling_flax_distilbert.py │ │ ├── modeling_tf_distilbert.py │ │ ├── tokenization_distilbert.py │ │ └── tokenization_distilbert_fast.py │ ├── dit │ │ ├── __init__.py │ │ ├── __pycache__ │ │ │ └── __init__.cpython-310.pyc │ │ └── convert_dit_unilm_to_pytorch.py │ ├── donut │ │ ├── __init__.py │ │ ├── __pycache__ │ │ │ └── __init__.cpython-310.pyc │ │ ├── configuration_donut_swin.py │ │ ├── convert_donut_to_pytorch.py │ │ ├── feature_extraction_donut.py │ │ ├── image_processing_donut.py │ │ ├── modeling_donut_swin.py │ │ └── processing_donut.py │ ├── dpr │ │ ├── __init__.py │ │ ├── __pycache__ │ │ │ └── __init__.cpython-310.pyc │ │ ├── configuration_dpr.py │ │ ├── convert_dpr_original_checkpoint_to_pytorch.py │ │ ├── modeling_dpr.py │ │ ├── modeling_tf_dpr.py │ │ ├── tokenization_dpr.py │ │ └── tokenization_dpr_fast.py │ ├── dpt │ │ ├── __init__.py │ │ ├── __pycache__ │ │ │ └── __init__.cpython-310.pyc │ │ ├── configuration_dpt.py │ │ ├── convert_dpt_hybrid_to_pytorch.py │ │ ├── convert_dpt_to_pytorch.py │ │ ├── feature_extraction_dpt.py │ │ ├── image_processing_dpt.py │ │ └── modeling_dpt.py │ ├── efficientformer │ │ ├── __init__.py │ │ ├── __pycache__ │ │ │ └── __init__.cpython-310.pyc │ │ ├── configuration_efficientformer.py │ │ ├── convert_efficientformer_original_pytorch_checkpoint_to_pytorch.py │ │ ├── image_processing_efficientformer.py │ │ ├── modeling_efficientformer.py │ │ └── modeling_tf_efficientformer.py │ ├── efficientnet │ │ ├── __init__.py │ │ ├── __pycache__ │ │ │ └── __init__.cpython-310.pyc │ │ ├── configuration_efficientnet.py │ │ ├── convert_efficientnet_to_pytorch.py │ │ ├── image_processing_efficientnet.py │ │ └── modeling_efficientnet.py │ ├── electra │ │ ├── __init__.py │ │ ├── __pycache__ │ │ │ ├── __init__.cpython-310.pyc │ │ │ └── configuration_electra.cpython-310.pyc │ │ ├── configuration_electra.py │ │ ├── convert_electra_original_tf_checkpoint_to_pytorch.py │ │ ├── modeling_electra.py │ │ ├── modeling_flax_electra.py │ │ ├── modeling_tf_electra.py │ │ ├── tokenization_electra.py │ │ └── tokenization_electra_fast.py │ ├── encoder_decoder │ │ ├── __init__.py │ │ ├── __pycache__ │ │ │ ├── __init__.cpython-310.pyc │ │ │ └── configuration_encoder_decoder.cpython-310.pyc │ │ ├── configuration_encoder_decoder.py │ │ ├── modeling_encoder_decoder.py │ │ ├── modeling_flax_encoder_decoder.py │ │ └── modeling_tf_encoder_decoder.py │ ├── ernie │ │ ├── __init__.py │ │ ├── __pycache__ │ │ │ ├── __init__.cpython-310.pyc │ │ │ └── configuration_ernie.cpython-310.pyc │ │ ├── configuration_ernie.py │ │ └── modeling_ernie.py │ ├── ernie_m │ │ ├── __init__.py │ │ ├── __pycache__ │ │ │ └── __init__.cpython-310.pyc │ │ ├── configuration_ernie_m.py │ │ ├── modeling_ernie_m.py │ │ └── tokenization_ernie_m.py │ ├── esm │ │ ├── __init__.py │ │ ├── __pycache__ │ │ │ └── __init__.cpython-310.pyc │ │ ├── configuration_esm.py │ │ ├── convert_esm.py │ │ ├── modeling_esm.py │ │ ├── modeling_esmfold.py │ │ ├── modeling_tf_esm.py │ │ ├── openfold_utils │ │ │ ├── __init__.py │ │ │ ├── chunk_utils.py │ │ │ ├── data_transforms.py │ │ │ ├── feats.py │ │ │ ├── loss.py │ │ │ ├── protein.py │ │ │ ├── residue_constants.py │ │ │ ├── rigid_utils.py │ │ │ └── tensor_utils.py │ │ └── tokenization_esm.py │ ├── flaubert │ │ ├── __init__.py │ │ ├── __pycache__ │ │ │ └── __init__.cpython-310.pyc │ │ ├── configuration_flaubert.py │ │ ├── modeling_flaubert.py │ │ ├── modeling_tf_flaubert.py │ │ └── tokenization_flaubert.py │ ├── flava │ │ ├── __init__.py │ │ ├── __pycache__ │ │ │ └── __init__.cpython-310.pyc │ │ ├── configuration_flava.py │ │ ├── convert_dalle_to_flava_codebook.py │ │ ├── convert_flava_original_pytorch_to_hf.py │ │ ├── feature_extraction_flava.py │ │ ├── image_processing_flava.py │ │ ├── modeling_flava.py │ │ └── processing_flava.py │ ├── fnet │ │ ├── __init__.py │ │ ├── __pycache__ │ │ │ └── __init__.cpython-310.pyc │ │ ├── configuration_fnet.py │ │ ├── convert_fnet_original_flax_checkpoint_to_pytorch.py │ │ ├── modeling_fnet.py │ │ ├── tokenization_fnet.py │ │ └── tokenization_fnet_fast.py │ ├── focalnet │ │ ├── __init__.py │ │ ├── __pycache__ │ │ │ └── __init__.cpython-310.pyc │ │ ├── configuration_focalnet.py │ │ ├── convert_focalnet_to_hf_format.py │ │ └── modeling_focalnet.py │ ├── fsmt │ │ ├── __init__.py │ │ ├── __pycache__ │ │ │ └── __init__.cpython-310.pyc │ │ ├── configuration_fsmt.py │ │ ├── convert_fsmt_original_pytorch_checkpoint_to_pytorch.py │ │ ├── modeling_fsmt.py │ │ └── tokenization_fsmt.py │ ├── funnel │ │ ├── __init__.py │ │ ├── __pycache__ │ │ │ └── __init__.cpython-310.pyc │ │ ├── configuration_funnel.py │ │ ├── convert_funnel_original_tf_checkpoint_to_pytorch.py │ │ ├── modeling_funnel.py │ │ ├── modeling_tf_funnel.py │ │ ├── tokenization_funnel.py │ │ └── tokenization_funnel_fast.py │ ├── git │ │ ├── __init__.py │ │ ├── __pycache__ │ │ │ ├── __init__.cpython-310.pyc │ │ │ └── configuration_git.cpython-310.pyc │ │ ├── configuration_git.py │ │ ├── convert_git_to_pytorch.py │ │ ├── modeling_git.py │ │ └── processing_git.py │ ├── glpn │ │ ├── __init__.py │ │ ├── __pycache__ │ │ │ └── __init__.cpython-310.pyc │ │ ├── configuration_glpn.py │ │ ├── convert_glpn_to_pytorch.py │ │ ├── feature_extraction_glpn.py │ │ ├── image_processing_glpn.py │ │ └── modeling_glpn.py │ ├── gpt2 │ │ ├── __init__.py │ │ ├── __pycache__ │ │ │ ├── __init__.cpython-310.pyc │ │ │ └── configuration_gpt2.cpython-310.pyc │ │ ├── configuration_gpt2.py │ │ ├── convert_gpt2_original_tf_checkpoint_to_pytorch.py │ │ ├── modeling_flax_gpt2.py │ │ ├── modeling_gpt2.py │ │ ├── modeling_tf_gpt2.py │ │ ├── tokenization_gpt2.py │ │ ├── tokenization_gpt2_fast.py │ │ └── tokenization_gpt2_tf.py │ ├── gpt_bigcode │ │ ├── __init__.py │ │ ├── __pycache__ │ │ │ ├── __init__.cpython-310.pyc │ │ │ └── configuration_gpt_bigcode.cpython-310.pyc │ │ ├── configuration_gpt_bigcode.py │ │ └── modeling_gpt_bigcode.py │ ├── gpt_neo │ │ ├── __init__.py │ │ ├── __pycache__ │ │ │ ├── __init__.cpython-310.pyc │ │ │ └── configuration_gpt_neo.cpython-310.pyc │ │ ├── configuration_gpt_neo.py │ │ ├── convert_gpt_neo_mesh_tf_to_pytorch.py │ │ ├── modeling_flax_gpt_neo.py │ │ └── modeling_gpt_neo.py │ ├── gpt_neox │ │ ├── __init__.py │ │ ├── __pycache__ │ │ │ ├── __init__.cpython-310.pyc │ │ │ └── configuration_gpt_neox.cpython-310.pyc │ │ ├── configuration_gpt_neox.py │ │ ├── modeling_gpt_neox.py │ │ └── tokenization_gpt_neox_fast.py │ ├── gpt_neox_japanese │ │ ├── __init__.py │ │ ├── __pycache__ │ │ │ ├── __init__.cpython-310.pyc │ │ │ └── configuration_gpt_neox_japanese.cpython-310.pyc │ │ ├── configuration_gpt_neox_japanese.py │ │ ├── modeling_gpt_neox_japanese.py │ │ └── tokenization_gpt_neox_japanese.py │ ├── gpt_sw3 │ │ ├── __init__.py │ │ ├── __pycache__ │ │ │ └── __init__.cpython-310.pyc │ │ ├── convert_megatron_to_pytorch.py │ │ └── tokenization_gpt_sw3.py │ ├── gptj │ │ ├── __init__.py │ │ ├── __pycache__ │ │ │ ├── __init__.cpython-310.pyc │ │ │ └── configuration_gptj.cpython-310.pyc │ │ ├── configuration_gptj.py │ │ ├── modeling_flax_gptj.py │ │ ├── modeling_gptj.py │ │ └── modeling_tf_gptj.py │ ├── gptsan_japanese │ │ ├── __init__.py │ │ ├── __pycache__ │ │ │ └── __init__.cpython-310.pyc │ │ ├── configuration_gptsan_japanese.py │ │ ├── convert_gptsan_tf_checkpoint_to_pytorch.py │ │ ├── modeling_gptsan_japanese.py │ │ └── tokenization_gptsan_japanese.py │ ├── graphormer │ │ ├── __init__.py │ │ ├── __pycache__ │ │ │ └── __init__.cpython-310.pyc │ │ ├── algos_graphormer.pyx │ │ ├── collating_graphormer.py │ │ ├── configuration_graphormer.py │ │ └── modeling_graphormer.py │ ├── groupvit │ │ ├── __init__.py │ │ ├── __pycache__ │ │ │ └── __init__.cpython-310.pyc │ │ ├── configuration_groupvit.py │ │ ├── convert_groupvit_nvlab_to_hf.py │ │ ├── modeling_groupvit.py │ │ └── modeling_tf_groupvit.py │ ├── herbert │ │ ├── __init__.py │ │ ├── __pycache__ │ │ │ └── __init__.cpython-310.pyc │ │ ├── tokenization_herbert.py │ │ └── tokenization_herbert_fast.py │ ├── hubert │ │ ├── __init__.py │ │ ├── __pycache__ │ │ │ └── __init__.cpython-310.pyc │ │ ├── configuration_hubert.py │ │ ├── convert_distilhubert_original_s3prl_checkpoint_to_pytorch.py │ │ ├── convert_hubert_original_pytorch_checkpoint_to_pytorch.py │ │ ├── convert_hubert_original_s3prl_checkpoint_to_pytorch.py │ │ ├── modeling_hubert.py │ │ └── modeling_tf_hubert.py │ ├── ibert │ │ ├── __init__.py │ │ ├── __pycache__ │ │ │ └── __init__.cpython-310.pyc │ │ ├── configuration_ibert.py │ │ ├── modeling_ibert.py │ │ └── quant_modules.py │ ├── imagegpt │ │ ├── __init__.py │ │ ├── __pycache__ │ │ │ └── __init__.cpython-310.pyc │ │ ├── configuration_imagegpt.py │ │ ├── convert_imagegpt_original_tf2_to_pytorch.py │ │ ├── feature_extraction_imagegpt.py │ │ ├── image_processing_imagegpt.py │ │ └── modeling_imagegpt.py │ ├── informer │ │ ├── __init__.py │ │ ├── __pycache__ │ │ │ └── __init__.cpython-310.pyc │ │ ├── configuration_informer.py │ │ └── modeling_informer.py │ ├── jukebox │ │ ├── __init__.py │ │ ├── __pycache__ │ │ │ └── __init__.cpython-310.pyc │ │ ├── configuration_jukebox.py │ │ ├── convert_jukebox.py │ │ ├── modeling_jukebox.py │ │ └── tokenization_jukebox.py │ ├── layoutlm │ │ ├── __init__.py │ │ ├── __pycache__ │ │ │ └── __init__.cpython-310.pyc │ │ ├── configuration_layoutlm.py │ │ ├── modeling_layoutlm.py │ │ ├── modeling_tf_layoutlm.py │ │ ├── tokenization_layoutlm.py │ │ └── tokenization_layoutlm_fast.py │ ├── layoutlmv2 │ │ ├── __init__.py │ │ ├── __pycache__ │ │ │ └── __init__.cpython-310.pyc │ │ ├── configuration_layoutlmv2.py │ │ ├── feature_extraction_layoutlmv2.py │ │ ├── image_processing_layoutlmv2.py │ │ ├── modeling_layoutlmv2.py │ │ ├── processing_layoutlmv2.py │ │ ├── tokenization_layoutlmv2.py │ │ └── tokenization_layoutlmv2_fast.py │ ├── layoutlmv3 │ │ ├── __init__.py │ │ ├── __pycache__ │ │ │ └── __init__.cpython-310.pyc │ │ ├── configuration_layoutlmv3.py │ │ ├── feature_extraction_layoutlmv3.py │ │ ├── image_processing_layoutlmv3.py │ │ ├── modeling_layoutlmv3.py │ │ ├── modeling_tf_layoutlmv3.py │ │ ├── processing_layoutlmv3.py │ │ ├── tokenization_layoutlmv3.py │ │ └── tokenization_layoutlmv3_fast.py │ ├── layoutxlm │ │ ├── __init__.py │ │ ├── __pycache__ │ │ │ └── __init__.cpython-310.pyc │ │ ├── processing_layoutxlm.py │ │ ├── tokenization_layoutxlm.py │ │ └── tokenization_layoutxlm_fast.py │ ├── led │ │ ├── __init__.py │ │ ├── __pycache__ │ │ │ └── __init__.cpython-310.pyc │ │ ├── configuration_led.py │ │ ├── modeling_led.py │ │ ├── modeling_tf_led.py │ │ ├── tokenization_led.py │ │ └── tokenization_led_fast.py │ ├── levit │ │ ├── __init__.py │ │ ├── __pycache__ │ │ │ └── __init__.cpython-310.pyc │ │ ├── configuration_levit.py │ │ ├── convert_levit_timm_to_pytorch.py │ │ ├── feature_extraction_levit.py │ │ ├── image_processing_levit.py │ │ └── modeling_levit.py │ ├── lilt │ │ ├── __init__.py │ │ ├── __pycache__ │ │ │ └── __init__.cpython-310.pyc │ │ ├── configuration_lilt.py │ │ └── modeling_lilt.py │ ├── llama │ │ ├── __init__.py │ │ ├── __pycache__ │ │ │ ├── __init__.cpython-310.pyc │ │ │ ├── configuration_llama.cpython-310.pyc │ │ │ ├── modeling_llama.cpython-310.pyc │ │ │ └── tokenization_llama.cpython-310.pyc │ │ ├── configuration_llama.py │ │ ├── convert_llama_weights_to_hf.py │ │ ├── modeling_llama.py │ │ ├── tokenization_llama.py │ │ └── tokenization_llama_fast.py │ ├── longformer │ │ ├── __init__.py │ │ ├── __pycache__ │ │ │ └── __init__.cpython-310.pyc │ │ ├── configuration_longformer.py │ │ ├── convert_longformer_original_pytorch_lightning_to_pytorch.py │ │ ├── modeling_longformer.py │ │ ├── modeling_tf_longformer.py │ │ ├── tokenization_longformer.py │ │ └── tokenization_longformer_fast.py │ ├── longt5 │ │ ├── __init__.py │ │ ├── __pycache__ │ │ │ └── __init__.cpython-310.pyc │ │ ├── configuration_longt5.py │ │ ├── convert_longt5x_checkpoint_to_flax.py │ │ ├── modeling_flax_longt5.py │ │ └── modeling_longt5.py │ ├── luke │ │ ├── __init__.py │ │ ├── __pycache__ │ │ │ └── __init__.cpython-310.pyc │ │ ├── configuration_luke.py │ │ ├── convert_luke_original_pytorch_checkpoint_to_pytorch.py │ │ ├── modeling_luke.py │ │ └── tokenization_luke.py │ ├── lxmert │ │ ├── __init__.py │ │ ├── __pycache__ │ │ │ └── __init__.cpython-310.pyc │ │ ├── configuration_lxmert.py │ │ ├── convert_lxmert_original_tf_checkpoint_to_pytorch.py │ │ ├── modeling_lxmert.py │ │ ├── modeling_tf_lxmert.py │ │ ├── tokenization_lxmert.py │ │ └── tokenization_lxmert_fast.py │ ├── m2m_100 │ │ ├── __init__.py │ │ ├── __pycache__ │ │ │ └── __init__.cpython-310.pyc │ │ ├── configuration_m2m_100.py │ │ ├── convert_m2m100_original_checkpoint_to_pytorch.py │ │ ├── modeling_m2m_100.py │ │ └── tokenization_m2m_100.py │ ├── marian │ │ ├── __init__.py │ │ ├── __pycache__ │ │ │ ├── __init__.cpython-310.pyc │ │ │ └── configuration_marian.cpython-310.pyc │ │ ├── configuration_marian.py │ │ ├── convert_marian_tatoeba_to_pytorch.py │ │ ├── convert_marian_to_pytorch.py │ │ ├── modeling_flax_marian.py │ │ ├── modeling_marian.py │ │ ├── modeling_tf_marian.py │ │ └── tokenization_marian.py │ ├── markuplm │ │ ├── __init__.py │ │ ├── __pycache__ │ │ │ └── __init__.cpython-310.pyc │ │ ├── configuration_markuplm.py │ │ ├── feature_extraction_markuplm.py │ │ ├── modeling_markuplm.py │ │ ├── processing_markuplm.py │ │ ├── tokenization_markuplm.py │ │ └── tokenization_markuplm_fast.py │ ├── mask2former │ │ ├── __init__.py │ │ ├── __pycache__ │ │ │ └── __init__.cpython-310.pyc │ │ ├── configuration_mask2former.py │ │ ├── convert_mask2former_original_pytorch_checkpoint_to_pytorch.py │ │ ├── image_processing_mask2former.py │ │ └── modeling_mask2former.py │ ├── maskformer │ │ ├── __init__.py │ │ ├── __pycache__ │ │ │ └── __init__.cpython-310.pyc │ │ ├── configuration_maskformer.py │ │ ├── configuration_maskformer_swin.py │ │ ├── convert_maskformer_original_pytorch_checkpoint_to_pytorch.py │ │ ├── convert_maskformer_resnet_to_pytorch.py │ │ ├── convert_maskformer_swin_to_pytorch.py │ │ ├── feature_extraction_maskformer.py │ │ ├── image_processing_maskformer.py │ │ ├── modeling_maskformer.py │ │ └── modeling_maskformer_swin.py │ ├── mbart │ │ ├── __init__.py │ │ ├── __pycache__ │ │ │ ├── __init__.cpython-310.pyc │ │ │ └── configuration_mbart.cpython-310.pyc │ │ ├── configuration_mbart.py │ │ ├── convert_mbart_original_checkpoint_to_pytorch.py │ │ ├── modeling_flax_mbart.py │ │ ├── modeling_mbart.py │ │ ├── modeling_tf_mbart.py │ │ ├── tokenization_mbart.py │ │ └── tokenization_mbart_fast.py │ ├── mbart50 │ │ ├── __init__.py │ │ ├── __pycache__ │ │ │ └── __init__.cpython-310.pyc │ │ ├── tokenization_mbart50.py │ │ └── tokenization_mbart50_fast.py │ ├── mctct │ │ ├── __init__.py │ │ ├── __pycache__ │ │ │ └── __init__.cpython-310.pyc │ │ ├── configuration_mctct.py │ │ ├── feature_extraction_mctct.py │ │ ├── modeling_mctct.py │ │ └── processing_mctct.py │ ├── mega │ │ ├── __init__.py │ │ ├── __pycache__ │ │ │ ├── __init__.cpython-310.pyc │ │ │ └── configuration_mega.cpython-310.pyc │ │ ├── configuration_mega.py │ │ ├── convert_mega_original_pytorch_checkpoint_to_pytorch.py │ │ └── modeling_mega.py │ ├── megatron_bert │ │ ├── __init__.py │ │ ├── __pycache__ │ │ │ ├── __init__.cpython-310.pyc │ │ │ └── configuration_megatron_bert.cpython-310.pyc │ │ ├── configuration_megatron_bert.py │ │ ├── convert_megatron_bert_checkpoint.py │ │ └── modeling_megatron_bert.py │ ├── megatron_gpt2 │ │ ├── __init__.py │ │ ├── __pycache__ │ │ │ └── __init__.cpython-310.pyc │ │ ├── checkpoint_reshaping_and_interoperability.py │ │ └── convert_megatron_gpt2_checkpoint.py │ ├── mgp_str │ │ ├── __init__.py │ │ ├── __pycache__ │ │ │ └── __init__.cpython-310.pyc │ │ ├── configuration_mgp_str.py │ │ ├── modeling_mgp_str.py │ │ ├── processing_mgp_str.py │ │ └── tokenization_mgp_str.py │ ├── mluke │ │ ├── __init__.py │ │ ├── __pycache__ │ │ │ └── __init__.cpython-310.pyc │ │ ├── convert_mluke_original_pytorch_checkpoint_to_pytorch.py │ │ └── tokenization_mluke.py │ ├── mmbt │ │ ├── __init__.py │ │ ├── __pycache__ │ │ │ └── __init__.cpython-310.pyc │ │ ├── configuration_mmbt.py │ │ └── modeling_mmbt.py │ ├── mobilebert │ │ ├── __init__.py │ │ ├── __pycache__ │ │ │ └── __init__.cpython-310.pyc │ │ ├── configuration_mobilebert.py │ │ ├── convert_mobilebert_original_tf_checkpoint_to_pytorch.py │ │ ├── modeling_mobilebert.py │ │ ├── modeling_tf_mobilebert.py │ │ ├── tokenization_mobilebert.py │ │ └── tokenization_mobilebert_fast.py │ ├── mobilenet_v1 │ │ ├── __init__.py │ │ ├── __pycache__ │ │ │ └── __init__.cpython-310.pyc │ │ ├── configuration_mobilenet_v1.py │ │ ├── convert_original_tf_checkpoint_to_pytorch.py │ │ ├── feature_extraction_mobilenet_v1.py │ │ ├── image_processing_mobilenet_v1.py │ │ └── modeling_mobilenet_v1.py │ ├── mobilenet_v2 │ │ ├── __init__.py │ │ ├── __pycache__ │ │ │ └── __init__.cpython-310.pyc │ │ ├── configuration_mobilenet_v2.py │ │ ├── convert_original_tf_checkpoint_to_pytorch.py │ │ ├── feature_extraction_mobilenet_v2.py │ │ ├── image_processing_mobilenet_v2.py │ │ └── modeling_mobilenet_v2.py │ ├── mobilevit │ │ ├── __init__.py │ │ ├── __pycache__ │ │ │ └── __init__.cpython-310.pyc │ │ ├── configuration_mobilevit.py │ │ ├── convert_mlcvnets_to_pytorch.py │ │ ├── feature_extraction_mobilevit.py │ │ ├── image_processing_mobilevit.py │ │ ├── modeling_mobilevit.py │ │ └── modeling_tf_mobilevit.py │ ├── mobilevitv2 │ │ ├── __init__.py │ │ ├── __pycache__ │ │ │ └── __init__.cpython-310.pyc │ │ ├── configuration_mobilevitv2.py │ │ ├── convert_mlcvnets_to_pytorch.py │ │ └── modeling_mobilevitv2.py │ ├── mpnet │ │ ├── __init__.py │ │ ├── __pycache__ │ │ │ └── __init__.cpython-310.pyc │ │ ├── configuration_mpnet.py │ │ ├── modeling_mpnet.py │ │ ├── modeling_tf_mpnet.py │ │ ├── tokenization_mpnet.py │ │ └── tokenization_mpnet_fast.py │ ├── mt5 │ │ ├── __init__.py │ │ ├── __pycache__ │ │ │ └── __init__.cpython-310.pyc │ │ ├── configuration_mt5.py │ │ ├── modeling_flax_mt5.py │ │ ├── modeling_mt5.py │ │ └── modeling_tf_mt5.py │ ├── mvp │ │ ├── __init__.py │ │ ├── __pycache__ │ │ │ ├── __init__.cpython-310.pyc │ │ │ └── configuration_mvp.cpython-310.pyc │ │ ├── configuration_mvp.py │ │ ├── modeling_mvp.py │ │ ├── tokenization_mvp.py │ │ └── tokenization_mvp_fast.py │ ├── nat │ │ ├── __init__.py │ │ ├── __pycache__ │ │ │ └── __init__.cpython-310.pyc │ │ ├── configuration_nat.py │ │ └── modeling_nat.py │ ├── nezha │ │ ├── __init__.py │ │ ├── __pycache__ │ │ │ └── __init__.cpython-310.pyc │ │ ├── configuration_nezha.py │ │ └── modeling_nezha.py │ ├── nllb │ │ ├── __init__.py │ │ ├── __pycache__ │ │ │ └── __init__.cpython-310.pyc │ │ ├── tokenization_nllb.py │ │ └── tokenization_nllb_fast.py │ ├── nllb_moe │ │ ├── __init__.py │ │ ├── __pycache__ │ │ │ └── __init__.cpython-310.pyc │ │ ├── configuration_nllb_moe.py │ │ ├── convert_nllb_moe_sharded_original_checkpoint_to_pytorch.py │ │ └── modeling_nllb_moe.py │ ├── nystromformer │ │ ├── __init__.py │ │ ├── __pycache__ │ │ │ └── __init__.cpython-310.pyc │ │ ├── configuration_nystromformer.py │ │ ├── convert_nystromformer_original_pytorch_checkpoint_to_pytorch.py │ │ └── modeling_nystromformer.py │ ├── oneformer │ │ ├── __init__.py │ │ ├── __pycache__ │ │ │ └── __init__.cpython-310.pyc │ │ ├── configuration_oneformer.py │ │ ├── convert_to_hf_oneformer.py │ │ ├── image_processing_oneformer.py │ │ ├── modeling_oneformer.py │ │ └── processing_oneformer.py │ ├── open_llama │ │ ├── __init__.py │ │ ├── __pycache__ │ │ │ ├── __init__.cpython-310.pyc │ │ │ └── configuration_open_llama.cpython-310.pyc │ │ ├── configuration_open_llama.py │ │ └── modeling_open_llama.py │ ├── openai │ │ ├── __init__.py │ │ ├── __pycache__ │ │ │ ├── __init__.cpython-310.pyc │ │ │ └── configuration_openai.cpython-310.pyc │ │ ├── configuration_openai.py │ │ ├── convert_openai_original_tf_checkpoint_to_pytorch.py │ │ ├── modeling_openai.py │ │ ├── modeling_tf_openai.py │ │ ├── tokenization_openai.py │ │ └── tokenization_openai_fast.py │ ├── opt │ │ ├── __init__.py │ │ ├── __pycache__ │ │ │ ├── __init__.cpython-310.pyc │ │ │ ├── configuration_opt.cpython-310.pyc │ │ │ └── modeling_opt.cpython-310.pyc │ │ ├── configuration_opt.py │ │ ├── convert_opt_original_pytorch_checkpoint_to_pytorch.py │ │ ├── modeling_flax_opt.py │ │ ├── modeling_opt.py │ │ └── modeling_tf_opt.py │ ├── owlvit │ │ ├── __init__.py │ │ ├── __pycache__ │ │ │ └── __init__.cpython-310.pyc │ │ ├── configuration_owlvit.py │ │ ├── convert_owlvit_original_flax_to_hf.py │ │ ├── feature_extraction_owlvit.py │ │ ├── image_processing_owlvit.py │ │ ├── modeling_owlvit.py │ │ └── processing_owlvit.py │ ├── pegasus │ │ ├── __init__.py │ │ ├── __pycache__ │ │ │ ├── __init__.cpython-310.pyc │ │ │ └── configuration_pegasus.cpython-310.pyc │ │ ├── configuration_pegasus.py │ │ ├── convert_pegasus_tf_to_pytorch.py │ │ ├── modeling_flax_pegasus.py │ │ ├── modeling_pegasus.py │ │ ├── modeling_tf_pegasus.py │ │ ├── tokenization_pegasus.py │ │ └── tokenization_pegasus_fast.py │ ├── pegasus_x │ │ ├── __init__.py │ │ ├── __pycache__ │ │ │ └── __init__.cpython-310.pyc │ │ ├── configuration_pegasus_x.py │ │ └── modeling_pegasus_x.py │ ├── perceiver │ │ ├── __init__.py │ │ ├── __pycache__ │ │ │ └── __init__.cpython-310.pyc │ │ ├── configuration_perceiver.py │ │ ├── convert_perceiver_haiku_to_pytorch.py │ │ ├── feature_extraction_perceiver.py │ │ ├── image_processing_perceiver.py │ │ ├── modeling_perceiver.py │ │ └── tokenization_perceiver.py │ ├── phobert │ │ ├── __init__.py │ │ ├── __pycache__ │ │ │ └── __init__.cpython-310.pyc │ │ └── tokenization_phobert.py │ ├── pix2struct │ │ ├── __init__.py │ │ ├── __pycache__ │ │ │ └── __init__.cpython-310.pyc │ │ ├── configuration_pix2struct.py │ │ ├── convert_pix2struct_original_pytorch_to_hf.py │ │ ├── image_processing_pix2struct.py │ │ ├── modeling_pix2struct.py │ │ └── processing_pix2struct.py │ ├── plbart │ │ ├── __init__.py │ │ ├── __pycache__ │ │ │ ├── __init__.cpython-310.pyc │ │ │ └── configuration_plbart.cpython-310.pyc │ │ ├── configuration_plbart.py │ │ ├── convert_plbart_original_checkpoint_to_torch.py │ │ ├── modeling_plbart.py │ │ └── tokenization_plbart.py │ ├── poolformer │ │ ├── __init__.py │ │ ├── __pycache__ │ │ │ └── __init__.cpython-310.pyc │ │ ├── configuration_poolformer.py │ │ ├── convert_poolformer_original_to_pytorch.py │ │ ├── feature_extraction_poolformer.py │ │ ├── image_processing_poolformer.py │ │ └── modeling_poolformer.py │ ├── prophetnet │ │ ├── __init__.py │ │ ├── __pycache__ │ │ │ ├── __init__.cpython-310.pyc │ │ │ └── configuration_prophetnet.cpython-310.pyc │ │ ├── configuration_prophetnet.py │ │ ├── convert_prophetnet_original_pytorch_checkpoint_to_pytorch.py │ │ ├── modeling_prophetnet.py │ │ └── tokenization_prophetnet.py │ ├── qdqbert │ │ ├── __init__.py │ │ ├── __pycache__ │ │ │ ├── __init__.cpython-310.pyc │ │ │ └── configuration_qdqbert.cpython-310.pyc │ │ ├── configuration_qdqbert.py │ │ └── modeling_qdqbert.py │ ├── rag │ │ ├── __init__.py │ │ ├── __pycache__ │ │ │ └── __init__.cpython-310.pyc │ │ ├── configuration_rag.py │ │ ├── modeling_rag.py │ │ ├── modeling_tf_rag.py │ │ ├── retrieval_rag.py │ │ └── tokenization_rag.py │ ├── realm │ │ ├── __init__.py │ │ ├── __pycache__ │ │ │ └── __init__.cpython-310.pyc │ │ ├── configuration_realm.py │ │ ├── modeling_realm.py │ │ ├── retrieval_realm.py │ │ ├── tokenization_realm.py │ │ └── tokenization_realm_fast.py │ ├── reformer │ │ ├── __init__.py │ │ ├── __pycache__ │ │ │ ├── __init__.cpython-310.pyc │ │ │ └── configuration_reformer.cpython-310.pyc │ │ ├── configuration_reformer.py │ │ ├── convert_reformer_trax_checkpoint_to_pytorch.py │ │ ├── modeling_reformer.py │ │ ├── tokenization_reformer.py │ │ └── tokenization_reformer_fast.py │ ├── regnet │ │ ├── __init__.py │ │ ├── __pycache__ │ │ │ └── __init__.cpython-310.pyc │ │ ├── configuration_regnet.py │ │ ├── convert_regnet_seer_10b_to_pytorch.py │ │ ├── convert_regnet_to_pytorch.py │ │ ├── modeling_flax_regnet.py │ │ ├── modeling_regnet.py │ │ └── modeling_tf_regnet.py │ ├── rembert │ │ ├── __init__.py │ │ ├── __pycache__ │ │ │ ├── __init__.cpython-310.pyc │ │ │ └── configuration_rembert.cpython-310.pyc │ │ ├── configuration_rembert.py │ │ ├── convert_rembert_tf_checkpoint_to_pytorch.py │ │ ├── modeling_rembert.py │ │ ├── modeling_tf_rembert.py │ │ ├── tokenization_rembert.py │ │ └── tokenization_rembert_fast.py │ ├── resnet │ │ ├── __init__.py │ │ ├── __pycache__ │ │ │ └── __init__.cpython-310.pyc │ │ ├── configuration_resnet.py │ │ ├── convert_resnet_to_pytorch.py │ │ ├── modeling_flax_resnet.py │ │ ├── modeling_resnet.py │ │ └── modeling_tf_resnet.py │ ├── retribert │ │ ├── __init__.py │ │ ├── __pycache__ │ │ │ └── __init__.cpython-310.pyc │ │ ├── configuration_retribert.py │ │ ├── modeling_retribert.py │ │ ├── tokenization_retribert.py │ │ └── tokenization_retribert_fast.py │ ├── roberta │ │ ├── __init__.py │ │ ├── __pycache__ │ │ │ ├── __init__.cpython-310.pyc │ │ │ └── configuration_roberta.cpython-310.pyc │ │ ├── configuration_roberta.py │ │ ├── convert_roberta_original_pytorch_checkpoint_to_pytorch.py │ │ ├── modeling_flax_roberta.py │ │ ├── modeling_roberta.py │ │ ├── modeling_tf_roberta.py │ │ ├── tokenization_roberta.py │ │ └── tokenization_roberta_fast.py │ ├── roberta_prelayernorm │ │ ├── __init__.py │ │ ├── __pycache__ │ │ │ ├── __init__.cpython-310.pyc │ │ │ └── configuration_roberta_prelayernorm.cpython-310.pyc │ │ ├── configuration_roberta_prelayernorm.py │ │ ├── convert_roberta_prelayernorm_original_pytorch_checkpoint_to_pytorch.py │ │ ├── modeling_flax_roberta_prelayernorm.py │ │ ├── modeling_roberta_prelayernorm.py │ │ └── modeling_tf_roberta_prelayernorm.py │ ├── roc_bert │ │ ├── __init__.py │ │ ├── __pycache__ │ │ │ ├── __init__.cpython-310.pyc │ │ │ └── configuration_roc_bert.cpython-310.pyc │ │ ├── configuration_roc_bert.py │ │ ├── modeling_roc_bert.py │ │ └── tokenization_roc_bert.py │ ├── roformer │ │ ├── __init__.py │ │ ├── __pycache__ │ │ │ ├── __init__.cpython-310.pyc │ │ │ └── configuration_roformer.cpython-310.pyc │ │ ├── configuration_roformer.py │ │ ├── convert_roformer_original_tf_checkpoint_to_pytorch.py │ │ ├── modeling_flax_roformer.py │ │ ├── modeling_roformer.py │ │ ├── modeling_tf_roformer.py │ │ ├── tokenization_roformer.py │ │ ├── tokenization_roformer_fast.py │ │ └── tokenization_utils.py │ ├── rwkv │ │ ├── __init__.py │ │ ├── __pycache__ │ │ │ ├── __init__.cpython-310.pyc │ │ │ └── configuration_rwkv.cpython-310.pyc │ │ ├── configuration_rwkv.py │ │ ├── convert_rwkv_checkpoint_to_hf.py │ │ └── modeling_rwkv.py │ ├── sam │ │ ├── __init__.py │ │ ├── __pycache__ │ │ │ └── __init__.cpython-310.pyc │ │ ├── configuration_sam.py │ │ ├── convert_sam_original_to_hf_format.py │ │ ├── image_processing_sam.py │ │ ├── modeling_sam.py │ │ ├── modeling_tf_sam.py │ │ └── processing_sam.py │ ├── segformer │ │ ├── __init__.py │ │ ├── __pycache__ │ │ │ └── __init__.cpython-310.pyc │ │ ├── configuration_segformer.py │ │ ├── convert_segformer_original_to_pytorch.py │ │ ├── feature_extraction_segformer.py │ │ ├── image_processing_segformer.py │ │ ├── modeling_segformer.py │ │ └── modeling_tf_segformer.py │ ├── sew │ │ ├── __init__.py │ │ ├── __pycache__ │ │ │ └── __init__.cpython-310.pyc │ │ ├── configuration_sew.py │ │ ├── convert_sew_original_pytorch_checkpoint_to_pytorch.py │ │ └── modeling_sew.py │ ├── sew_d │ │ ├── __init__.py │ │ ├── __pycache__ │ │ │ └── __init__.cpython-310.pyc │ │ ├── configuration_sew_d.py │ │ ├── convert_sew_d_original_pytorch_checkpoint_to_pytorch.py │ │ └── modeling_sew_d.py │ ├── speech_encoder_decoder │ │ ├── __init__.py │ │ ├── __pycache__ │ │ │ └── __init__.cpython-310.pyc │ │ ├── configuration_speech_encoder_decoder.py │ │ ├── convert_mbart_wav2vec2_seq2seq_original_to_pytorch.py │ │ ├── convert_speech_to_text_wav2vec2_seq2seq_original_to_pytorch.py │ │ ├── modeling_flax_speech_encoder_decoder.py │ │ └── modeling_speech_encoder_decoder.py │ ├── speech_to_text │ │ ├── __init__.py │ │ ├── __pycache__ │ │ │ └── __init__.cpython-310.pyc │ │ ├── configuration_speech_to_text.py │ │ ├── convert_s2t_fairseq_to_tfms.py │ │ ├── feature_extraction_speech_to_text.py │ │ ├── modeling_speech_to_text.py │ │ ├── modeling_tf_speech_to_text.py │ │ ├── processing_speech_to_text.py │ │ └── tokenization_speech_to_text.py │ ├── speech_to_text_2 │ │ ├── __init__.py │ │ ├── __pycache__ │ │ │ ├── __init__.cpython-310.pyc │ │ │ └── configuration_speech_to_text_2.cpython-310.pyc │ │ ├── configuration_speech_to_text_2.py │ │ ├── modeling_speech_to_text_2.py │ │ ├── processing_speech_to_text_2.py │ │ └── tokenization_speech_to_text_2.py │ ├── speecht5 │ │ ├── __init__.py │ │ ├── __pycache__ │ │ │ └── __init__.cpython-310.pyc │ │ ├── configuration_speecht5.py │ │ ├── convert_hifigan.py │ │ ├── convert_speecht5_original_pytorch_checkpoint_to_pytorch.py │ │ ├── feature_extraction_speecht5.py │ │ ├── modeling_speecht5.py │ │ ├── processing_speecht5.py │ │ └── tokenization_speecht5.py │ ├── splinter │ │ ├── __init__.py │ │ ├── __pycache__ │ │ │ └── __init__.cpython-310.pyc │ │ ├── configuration_splinter.py │ │ ├── modeling_splinter.py │ │ ├── tokenization_splinter.py │ │ └── tokenization_splinter_fast.py │ ├── squeezebert │ │ ├── __init__.py │ │ ├── __pycache__ │ │ │ └── __init__.cpython-310.pyc │ │ ├── configuration_squeezebert.py │ │ ├── modeling_squeezebert.py │ │ ├── tokenization_squeezebert.py │ │ └── tokenization_squeezebert_fast.py │ ├── swiftformer │ │ ├── __init__.py │ │ ├── __pycache__ │ │ │ └── __init__.cpython-310.pyc │ │ ├── configuration_swiftformer.py │ │ ├── convert_swiftformer_original_to_hf.py │ │ └── modeling_swiftformer.py │ ├── swin │ │ ├── __init__.py │ │ ├── __pycache__ │ │ │ └── __init__.cpython-310.pyc │ │ ├── configuration_swin.py │ │ ├── convert_swin_simmim_to_pytorch.py │ │ ├── convert_swin_timm_to_pytorch.py │ │ ├── modeling_swin.py │ │ └── modeling_tf_swin.py │ ├── swin2sr │ │ ├── __init__.py │ │ ├── __pycache__ │ │ │ └── __init__.cpython-310.pyc │ │ ├── configuration_swin2sr.py │ │ ├── convert_swin2sr_original_to_pytorch.py │ │ ├── image_processing_swin2sr.py │ │ └── modeling_swin2sr.py │ ├── swinv2 │ │ ├── __init__.py │ │ ├── __pycache__ │ │ │ └── __init__.cpython-310.pyc │ │ ├── configuration_swinv2.py │ │ ├── convert_swinv2_timm_to_pytorch.py │ │ └── modeling_swinv2.py │ ├── switch_transformers │ │ ├── __init__.py │ │ ├── __pycache__ │ │ │ └── __init__.cpython-310.pyc │ │ ├── configuration_switch_transformers.py │ │ ├── convert_big_switch.py │ │ ├── convert_switch_transformers_original_flax_checkpoint_to_pytorch.py │ │ └── modeling_switch_transformers.py │ ├── t5 │ │ ├── __init__.py │ │ ├── __pycache__ │ │ │ ├── __init__.cpython-310.pyc │ │ │ ├── configuration_t5.cpython-310.pyc │ │ │ ├── tokenization_t5.cpython-310.pyc │ │ │ └── tokenization_t5_fast.cpython-310.pyc │ │ ├── configuration_t5.py │ │ ├── convert_t5_original_tf_checkpoint_to_pytorch.py │ │ ├── convert_t5x_checkpoint_to_flax.py │ │ ├── convert_t5x_checkpoint_to_pytorch.py │ │ ├── modeling_flax_t5.py │ │ ├── modeling_t5.py │ │ ├── modeling_tf_t5.py │ │ ├── tokenization_t5.py │ │ └── tokenization_t5_fast.py │ ├── table_transformer │ │ ├── __init__.py │ │ ├── __pycache__ │ │ │ └── __init__.cpython-310.pyc │ │ ├── configuration_table_transformer.py │ │ ├── convert_table_transformer_original_pytorch_checkpoint_to_pytorch.py │ │ └── modeling_table_transformer.py │ ├── tapas │ │ ├── __init__.py │ │ ├── __pycache__ │ │ │ └── __init__.cpython-310.pyc │ │ ├── configuration_tapas.py │ │ ├── convert_tapas_original_tf_checkpoint_to_pytorch.py │ │ ├── modeling_tapas.py │ │ ├── modeling_tf_tapas.py │ │ └── tokenization_tapas.py │ ├── tapex │ │ ├── __init__.py │ │ ├── __pycache__ │ │ │ └── __init__.cpython-310.pyc │ │ └── tokenization_tapex.py │ ├── time_series_transformer │ │ ├── __init__.py │ │ ├── __pycache__ │ │ │ └── __init__.cpython-310.pyc │ │ ├── configuration_time_series_transformer.py │ │ └── modeling_time_series_transformer.py │ ├── timesformer │ │ ├── __init__.py │ │ ├── __pycache__ │ │ │ └── __init__.cpython-310.pyc │ │ ├── configuration_timesformer.py │ │ ├── convert_timesformer_to_pytorch.py │ │ └── modeling_timesformer.py │ ├── timm_backbone │ │ ├── __init__.py │ │ ├── __pycache__ │ │ │ └── __init__.cpython-310.pyc │ │ ├── configuration_timm_backbone.py │ │ └── modeling_timm_backbone.py │ ├── trajectory_transformer │ │ ├── __init__.py │ │ ├── __pycache__ │ │ │ └── __init__.cpython-310.pyc │ │ ├── configuration_trajectory_transformer.py │ │ ├── convert_trajectory_transformer_original_pytorch_checkpoint_to_pytorch.py │ │ └── modeling_trajectory_transformer.py │ ├── transfo_xl │ │ ├── __init__.py │ │ ├── __pycache__ │ │ │ ├── __init__.cpython-310.pyc │ │ │ └── configuration_transfo_xl.cpython-310.pyc │ │ ├── configuration_transfo_xl.py │ │ ├── convert_transfo_xl_original_tf_checkpoint_to_pytorch.py │ │ ├── modeling_tf_transfo_xl.py │ │ ├── modeling_tf_transfo_xl_utilities.py │ │ ├── modeling_transfo_xl.py │ │ ├── modeling_transfo_xl_utilities.py │ │ └── tokenization_transfo_xl.py │ ├── trocr │ │ ├── __init__.py │ │ ├── __pycache__ │ │ │ ├── __init__.cpython-310.pyc │ │ │ └── configuration_trocr.cpython-310.pyc │ │ ├── configuration_trocr.py │ │ ├── convert_trocr_unilm_to_pytorch.py │ │ ├── modeling_trocr.py │ │ └── processing_trocr.py │ ├── tvlt │ │ ├── __init__.py │ │ ├── __pycache__ │ │ │ └── __init__.cpython-310.pyc │ │ ├── configuration_tvlt.py │ │ ├── feature_extraction_tvlt.py │ │ ├── image_processing_tvlt.py │ │ ├── modeling_tvlt.py │ │ └── processing_tvlt.py │ ├── unispeech │ │ ├── __init__.py │ │ ├── __pycache__ │ │ │ └── __init__.cpython-310.pyc │ │ ├── configuration_unispeech.py │ │ ├── convert_unispeech_original_pytorch_checkpoint_to_pytorch.py │ │ └── modeling_unispeech.py │ ├── unispeech_sat │ │ ├── __init__.py │ │ ├── __pycache__ │ │ │ └── __init__.cpython-310.pyc │ │ ├── configuration_unispeech_sat.py │ │ ├── convert_unispeech_original_s3prl_checkpoint_to_pytorch.py │ │ ├── convert_unispeech_sat_original_pytorch_checkpoint_to_pytorch.py │ │ └── modeling_unispeech_sat.py │ ├── upernet │ │ ├── __init__.py │ │ ├── __pycache__ │ │ │ └── __init__.cpython-310.pyc │ │ ├── configuration_upernet.py │ │ ├── convert_convnext_upernet_to_pytorch.py │ │ ├── convert_swin_upernet_to_pytorch.py │ │ └── modeling_upernet.py │ ├── van │ │ ├── __init__.py │ │ ├── __pycache__ │ │ │ └── __init__.cpython-310.pyc │ │ ├── configuration_van.py │ │ ├── convert_van_to_pytorch.py │ │ └── modeling_van.py │ ├── videomae │ │ ├── __init__.py │ │ ├── __pycache__ │ │ │ └── __init__.cpython-310.pyc │ │ ├── configuration_videomae.py │ │ ├── convert_videomae_to_pytorch.py │ │ ├── feature_extraction_videomae.py │ │ ├── image_processing_videomae.py │ │ └── modeling_videomae.py │ ├── vilt │ │ ├── __init__.py │ │ ├── __pycache__ │ │ │ └── __init__.cpython-310.pyc │ │ ├── configuration_vilt.py │ │ ├── convert_vilt_original_to_pytorch.py │ │ ├── feature_extraction_vilt.py │ │ ├── image_processing_vilt.py │ │ ├── modeling_vilt.py │ │ └── processing_vilt.py │ ├── vision_encoder_decoder │ │ ├── __init__.py │ │ ├── __pycache__ │ │ │ └── __init__.cpython-310.pyc │ │ ├── configuration_vision_encoder_decoder.py │ │ ├── modeling_flax_vision_encoder_decoder.py │ │ ├── modeling_tf_vision_encoder_decoder.py │ │ └── modeling_vision_encoder_decoder.py │ ├── vision_text_dual_encoder │ │ ├── __init__.py │ │ ├── __pycache__ │ │ │ └── __init__.cpython-310.pyc │ │ ├── configuration_vision_text_dual_encoder.py │ │ ├── modeling_flax_vision_text_dual_encoder.py │ │ ├── modeling_tf_vision_text_dual_encoder.py │ │ ├── modeling_vision_text_dual_encoder.py │ │ └── processing_vision_text_dual_encoder.py │ ├── visual_bert │ │ ├── __init__.py │ │ ├── __pycache__ │ │ │ └── __init__.cpython-310.pyc │ │ ├── configuration_visual_bert.py │ │ ├── convert_visual_bert_original_pytorch_checkpoint_to_pytorch.py │ │ └── modeling_visual_bert.py │ ├── vit │ │ ├── __init__.py │ │ ├── __pycache__ │ │ │ └── __init__.cpython-310.pyc │ │ ├── configuration_vit.py │ │ ├── convert_dino_to_pytorch.py │ │ ├── convert_vit_timm_to_pytorch.py │ │ ├── feature_extraction_vit.py │ │ ├── image_processing_vit.py │ │ ├── modeling_flax_vit.py │ │ ├── modeling_tf_vit.py │ │ └── modeling_vit.py │ ├── vit_hybrid │ │ ├── __init__.py │ │ ├── __pycache__ │ │ │ └── __init__.cpython-310.pyc │ │ ├── configuration_vit_hybrid.py │ │ ├── convert_vit_hybrid_timm_to_pytorch.py │ │ ├── image_processing_vit_hybrid.py │ │ └── modeling_vit_hybrid.py │ ├── vit_mae │ │ ├── __init__.py │ │ ├── __pycache__ │ │ │ └── __init__.cpython-310.pyc │ │ ├── configuration_vit_mae.py │ │ ├── convert_vit_mae_to_pytorch.py │ │ ├── modeling_tf_vit_mae.py │ │ └── modeling_vit_mae.py │ ├── vit_msn │ │ ├── __init__.py │ │ ├── __pycache__ │ │ │ └── __init__.cpython-310.pyc │ │ ├── configuration_vit_msn.py │ │ ├── convert_msn_to_pytorch.py │ │ └── modeling_vit_msn.py │ ├── wav2vec2 │ │ ├── __init__.py │ │ ├── __pycache__ │ │ │ └── __init__.cpython-310.pyc │ │ ├── configuration_wav2vec2.py │ │ ├── convert_wav2vec2_original_pytorch_checkpoint_to_pytorch.py │ │ ├── convert_wav2vec2_original_s3prl_checkpoint_to_pytorch.py │ │ ├── feature_extraction_wav2vec2.py │ │ ├── modeling_flax_wav2vec2.py │ │ ├── modeling_tf_wav2vec2.py │ │ ├── modeling_wav2vec2.py │ │ ├── processing_wav2vec2.py │ │ └── tokenization_wav2vec2.py │ ├── wav2vec2_conformer │ │ ├── __init__.py │ │ ├── __pycache__ │ │ │ └── __init__.cpython-310.pyc │ │ ├── configuration_wav2vec2_conformer.py │ │ ├── convert_wav2vec2_conformer_original_pytorch_checkpoint_to_pytorch.py │ │ └── modeling_wav2vec2_conformer.py │ ├── wav2vec2_phoneme │ │ ├── __init__.py │ │ ├── __pycache__ │ │ │ └── __init__.cpython-310.pyc │ │ └── tokenization_wav2vec2_phoneme.py │ ├── wav2vec2_with_lm │ │ ├── __init__.py │ │ ├── __pycache__ │ │ │ └── __init__.cpython-310.pyc │ │ └── processing_wav2vec2_with_lm.py │ ├── wavlm │ │ ├── __init__.py │ │ ├── __pycache__ │ │ │ └── __init__.cpython-310.pyc │ │ ├── configuration_wavlm.py │ │ ├── convert_wavlm_original_pytorch_checkpoint_to_pytorch.py │ │ ├── convert_wavlm_original_s3prl_checkpoint_to_pytorch.py │ │ └── modeling_wavlm.py │ ├── whisper │ │ ├── __init__.py │ │ ├── __pycache__ │ │ │ └── __init__.cpython-310.pyc │ │ ├── configuration_whisper.py │ │ ├── convert_openai_to_hf.py │ │ ├── english_normalizer.py │ │ ├── feature_extraction_whisper.py │ │ ├── modeling_flax_whisper.py │ │ ├── modeling_tf_whisper.py │ │ ├── modeling_whisper.py │ │ ├── processing_whisper.py │ │ ├── tokenization_whisper.py │ │ └── tokenization_whisper_fast.py │ ├── x_clip │ │ ├── __init__.py │ │ ├── __pycache__ │ │ │ └── __init__.cpython-310.pyc │ │ ├── configuration_x_clip.py │ │ ├── convert_x_clip_original_pytorch_to_hf.py │ │ ├── modeling_x_clip.py │ │ └── processing_x_clip.py │ ├── xglm │ │ ├── __init__.py │ │ ├── __pycache__ │ │ │ ├── __init__.cpython-310.pyc │ │ │ └── configuration_xglm.cpython-310.pyc │ │ ├── configuration_xglm.py │ │ ├── convert_xglm_original_ckpt_to_trfms.py │ │ ├── modeling_flax_xglm.py │ │ ├── modeling_tf_xglm.py │ │ ├── modeling_xglm.py │ │ ├── tokenization_xglm.py │ │ └── tokenization_xglm_fast.py │ ├── xlm │ │ ├── __init__.py │ │ ├── __pycache__ │ │ │ ├── __init__.cpython-310.pyc │ │ │ └── configuration_xlm.cpython-310.pyc │ │ ├── configuration_xlm.py │ │ ├── convert_xlm_original_pytorch_checkpoint_to_pytorch.py │ │ ├── modeling_tf_xlm.py │ │ ├── modeling_xlm.py │ │ └── tokenization_xlm.py │ ├── xlm_prophetnet │ │ ├── __init__.py │ │ ├── __pycache__ │ │ │ ├── __init__.cpython-310.pyc │ │ │ └── configuration_xlm_prophetnet.cpython-310.pyc │ │ ├── configuration_xlm_prophetnet.py │ │ ├── modeling_xlm_prophetnet.py │ │ └── tokenization_xlm_prophetnet.py │ ├── xlm_roberta │ │ ├── __init__.py │ │ ├── __pycache__ │ │ │ ├── __init__.cpython-310.pyc │ │ │ └── configuration_xlm_roberta.cpython-310.pyc │ │ ├── configuration_xlm_roberta.py │ │ ├── modeling_flax_xlm_roberta.py │ │ ├── modeling_tf_xlm_roberta.py │ │ ├── modeling_xlm_roberta.py │ │ ├── tokenization_xlm_roberta.py │ │ └── tokenization_xlm_roberta_fast.py │ ├── xlm_roberta_xl │ │ ├── __init__.py │ │ ├── __pycache__ │ │ │ ├── __init__.cpython-310.pyc │ │ │ └── configuration_xlm_roberta_xl.cpython-310.pyc │ │ ├── configuration_xlm_roberta_xl.py │ │ ├── convert_xlm_roberta_xl_original_pytorch_checkpoint_to_pytorch.py │ │ └── modeling_xlm_roberta_xl.py │ ├── xlnet │ │ ├── __init__.py │ │ ├── __pycache__ │ │ │ ├── __init__.cpython-310.pyc │ │ │ └── configuration_xlnet.cpython-310.pyc │ │ ├── configuration_xlnet.py │ │ ├── convert_xlnet_original_tf_checkpoint_to_pytorch.py │ │ ├── modeling_tf_xlnet.py │ │ ├── modeling_xlnet.py │ │ ├── tokenization_xlnet.py │ │ └── tokenization_xlnet_fast.py │ ├── xmod │ │ ├── __init__.py │ │ ├── __pycache__ │ │ │ ├── __init__.cpython-310.pyc │ │ │ └── configuration_xmod.cpython-310.pyc │ │ ├── configuration_xmod.py │ │ ├── convert_xmod_original_pytorch_checkpoint_to_pytorch.py │ │ └── modeling_xmod.py │ ├── yolos │ │ ├── __init__.py │ │ ├── __pycache__ │ │ │ └── __init__.cpython-310.pyc │ │ ├── configuration_yolos.py │ │ ├── convert_yolos_to_pytorch.py │ │ ├── feature_extraction_yolos.py │ │ ├── image_processing_yolos.py │ │ └── modeling_yolos.py │ └── yoso │ │ ├── __init__.py │ │ ├── __pycache__ │ │ ├── __init__.cpython-310.pyc │ │ └── __init__.cpython-310.pyc.140060532078544 │ │ ├── configuration_yoso.py │ │ ├── convert_yoso_pytorch_to_pytorch.py │ │ └── modeling_yoso.py │ ├── onnx │ ├── __init__.py │ ├── __main__.py │ ├── __pycache__ │ │ ├── __init__.cpython-310.pyc │ │ ├── config.cpython-310.pyc │ │ └── utils.cpython-310.pyc │ ├── config.py │ ├── convert.py │ ├── features.py │ └── utils.py │ ├── optimization.py │ ├── optimization_tf.py │ ├── pipelines │ ├── __init__.py │ ├── __pycache__ │ │ ├── __init__.cpython-310.pyc │ │ ├── audio_classification.cpython-310.pyc │ │ ├── audio_utils.cpython-310.pyc │ │ ├── automatic_speech_recognition.cpython-310.pyc │ │ ├── base.cpython-310.pyc │ │ ├── conversational.cpython-310.pyc │ │ ├── depth_estimation.cpython-310.pyc │ │ ├── document_question_answering.cpython-310.pyc │ │ ├── feature_extraction.cpython-310.pyc │ │ ├── fill_mask.cpython-310.pyc │ │ ├── image_classification.cpython-310.pyc │ │ ├── image_segmentation.cpython-310.pyc │ │ ├── image_to_text.cpython-310.pyc │ │ ├── mask_generation.cpython-310.pyc │ │ ├── object_detection.cpython-310.pyc │ │ ├── pt_utils.cpython-310.pyc │ │ ├── question_answering.cpython-310.pyc │ │ ├── table_question_answering.cpython-310.pyc │ │ ├── text2text_generation.cpython-310.pyc │ │ ├── text_classification.cpython-310.pyc │ │ ├── text_generation.cpython-310.pyc │ │ ├── token_classification.cpython-310.pyc │ │ ├── video_classification.cpython-310.pyc │ │ ├── visual_question_answering.cpython-310.pyc │ │ ├── zero_shot_audio_classification.cpython-310.pyc │ │ ├── zero_shot_classification.cpython-310.pyc │ │ ├── zero_shot_image_classification.cpython-310.pyc │ │ └── zero_shot_object_detection.cpython-310.pyc │ ├── audio_classification.py │ ├── audio_utils.py │ ├── automatic_speech_recognition.py │ ├── base.py │ ├── conversational.py │ ├── depth_estimation.py │ ├── document_question_answering.py │ ├── feature_extraction.py │ ├── fill_mask.py │ ├── image_classification.py │ ├── image_segmentation.py │ ├── image_to_text.py │ ├── mask_generation.py │ ├── object_detection.py │ ├── pt_utils.py │ ├── question_answering.py │ ├── table_question_answering.py │ ├── text2text_generation.py │ ├── text_classification.py │ ├── text_generation.py │ ├── token_classification.py │ ├── video_classification.py │ ├── visual_question_answering.py │ ├── zero_shot_audio_classification.py │ ├── zero_shot_classification.py │ ├── zero_shot_image_classification.py │ └── zero_shot_object_detection.py │ ├── processing_utils.py │ ├── pytorch_utils.py │ ├── sagemaker │ ├── __init__.py │ ├── trainer_sm.py │ └── training_args_sm.py │ ├── testing_utils.py │ ├── tf_utils.py │ ├── time_series_utils.py │ ├── tokenization_utils.py │ ├── tokenization_utils_base.py │ ├── tokenization_utils_fast.py │ ├── tools │ ├── __init__.py │ ├── agents.py │ ├── base.py │ ├── document_question_answering.py │ ├── evaluate_agent.py │ ├── image_captioning.py │ ├── image_question_answering.py │ ├── image_segmentation.py │ ├── prompts.py │ ├── python_interpreter.py │ ├── speech_to_text.py │ ├── text_classification.py │ ├── text_question_answering.py │ ├── text_summarization.py │ ├── text_to_speech.py │ └── translation.py │ ├── trainer.py │ ├── trainer_callback.py │ ├── trainer_pt_utils.py │ ├── trainer_seq2seq.py │ ├── trainer_tf.py │ ├── trainer_utils.py │ ├── training_args.py │ ├── training_args_seq2seq.py │ ├── training_args_tf.py │ └── utils │ ├── __init__.py │ ├── __pycache__ │ ├── __init__.cpython-310.pyc │ ├── constants.cpython-310.pyc │ ├── doc.cpython-310.pyc │ ├── dummy_flax_objects.cpython-310.pyc │ ├── dummy_keras_nlp_objects.cpython-310.pyc │ ├── dummy_sentencepiece_and_tokenizers_objects.cpython-310.pyc │ ├── dummy_speech_objects.cpython-310.pyc │ ├── dummy_tensorflow_text_objects.cpython-310.pyc │ ├── dummy_tf_objects.cpython-310.pyc │ ├── dummy_tokenizers_objects.cpython-310.pyc │ ├── dummy_vision_objects.cpython-310.pyc │ ├── generic.cpython-310.pyc │ ├── hub.cpython-310.pyc │ ├── import_utils.cpython-310.pyc │ ├── logging.cpython-310.pyc │ ├── quantization_config.cpython-310.pyc │ └── versions.cpython-310.pyc │ ├── backbone_utils.py │ ├── bitsandbytes.py │ ├── constants.py │ ├── doc.py │ ├── dummy_detectron2_objects.py │ ├── dummy_flax_objects.py │ ├── dummy_keras_nlp_objects.py │ ├── dummy_pt_objects.py │ ├── dummy_sentencepiece_and_tokenizers_objects.py │ ├── dummy_sentencepiece_objects.py │ ├── dummy_speech_objects.py │ ├── dummy_tensorflow_text_objects.py │ ├── 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